Panniantong/Agent-Reach
First human reply
32.1 days
typical wait for an outside pull request, from 129 measured.
What happens to a stranger's pull request here, in the Porchlamp snapshot of 5 November 2026.
Outside pull requests to Panniantong/Agent-Reach got a first human reply in a median of 32.1 days (129 pull requests, 24 April to 21 October 2026); 83% got none within 14 days. It ranks 3,658 of 4,044 overall. It is not ranked for first-time contributors: not enough evidence to show under this lens.
| Rank | 3,658 of 4,044 |
|---|---|
| Score | 40.82 |
| Tier | C |
| Median first reply | 32.1 days (769.5 hours) |
| 14-day no-reply share | 83% |
| First-timer rank | Not enough evidence to show under this lens. |
| Ecosystem | Python |
| Window | 24 April to 21 October 2026 |
Composite
- Rank
- 3,658 of 4,044
- Score
- 40.82
- Tier
- C
- Coverage
- 71% · Ceiling B
- Quadrant
- Graveyard
Coordinates: leverage 48.7 (coverage 68%), friction 64.1 (coverage 80%)
Five pillars
| Pillar | Score | Coverage |
|---|---|---|
| Responsiveness | 33.0 | 80% |
| Criticality | 43.5 | 35% |
| Governance | 50.5 | 100% |
| Rigor | 56.2 | 100% |
| Accessibility | 21.0 | 50% |
The measured parameters
Responsiveness
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Decision Rate (90d)Share of outside pull requests that were merged or closed within 90 days. | 98.9% | 100.0 | 94 | 24 April to 23 July 2026 | primaryraw/pr_window/Panniantong__Agent-Reach.json |
| PR Ghost Rate (14d)Share of outside pull requests with no maintainer response, merge or close within 14 days. | 83.3% | 0.0 | 222 | 27 April to 24 October 2026 | primaryraw/pr_window/Panniantong__Agent-Reach.json |
| First-timer Merge RateShare of first-time outside authors' decided pull requests that were merged. | Not shown: Collector failure | ||||
| Time to First ResponseMedian hours from an outside pull request opening to its first substantive human reply. | 769.5 hours (32.1 days) | 0.0 | 129 | 24 April to 21 October 2026 | primaryraw/pr_window/Panniantong__Agent-Reach.json |
| Time to Merge (p90)Hours within which 90% of merged outside pull requests were merged. | 1012.6 hours (42.2 days) | 14.4 | 19 | 24 April to 21 October 2026 | primaryraw/pr_window/Panniantong__Agent-Reach.json |
Criticality
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| DependentsPackages in the registry that depend on this project, counted once each. | Not shown: Third-party data unavailable | ||||
| Monthly DownloadsDownloads from the package registry in a month. | Not shown: Third-party data unavailable | ||||
| OpenSSF CriticalityOpenSSF criticality score from 0 to 1, computed from the project's public activity signals. | 0.435 | 43.5 | — | — | proxy:no_dependents_signalraw/github_meta/Panniantong__Agent-Reach.json |
Governance
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Elephant FactorThe fewest organisations that account for half of the last year's commits. | 1 | 25.0 | 444 | — | primaryraw/commits_365d/Panniantong__Agent-Reach.json |
| Legal IP RegimeThe contributor licence regime: DCO, none, a foundation CLA or a corporate CLA. | No CLA or sign-off found | 85.0 | — | — | primaryraw/governance/Panniantong__Agent-Reach.json |
| Promotion LadderHow openly a contributor can become a maintainer, from closed to verified. | No written path to becoming a maintainer | 40.0 | — | — | primaryraw/governance/Panniantong__Agent-Reach.json |
Rigor
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| AI Policy PostureWhether the project has a written policy on AI-assisted contributions. | No written AI policy | 40.0 | — | — | primaryraw/governance/Panniantong__Agent-Reach.json |
| Pipeline DefensesHow well the project's build and review pipeline defends against bad changes, 0 to 100. | 36.9524 | 37.0 | 63 | — | proxy:review_ciraw/pr_window/Panniantong__Agent-Reach.json |
| Substantive Review RateShare of decided pull requests that received a substantive review. | 78.5% | 98.2 | 149 | 24 April to 21 October 2026 | primaryraw/pr_window/Panniantong__Agent-Reach.json |
Accessibility
| Parameter | Value | Score | Count | Window | Source |
|---|---|---|---|---|---|
| Developer ExperienceDeveloper experience, 0 to 100: half CI run time, half setup signals. | 70 | 70.0 | 27 | — | primaryraw/actions_runs/Panniantong__Agent-Reach.json |
| Newcomer ConversionShare of first-time authors whose first pull request merged within 180 days. | Not shown: Collector failure | ||||
| Newcomer Issue SupplyOpen, unassigned, up-to-date issues marked for newcomers. | 0 | 0.0 | — | — | primaryraw/gfi/Panniantong__Agent-Reach.json |
| Newcomer Return RateShare of those merged first-time authors who sent a second pull request within 90 days. | Not shown: Collector failure | ||||
Persona view
| Persona | Rank | Score | Tier | Status |
|---|---|---|---|---|
| Balanced | 3,658 of 4,044 | 40.82 | C | Rated |
| First-timer | Not enough evidence to show under this lens. | |||
| Career capital | This repository's production-criticality signal is not yet high enough for career-capital ranking. | |||
| Senior systems | Fewer than 3 organizations account for most commits (not multi-vendor). | |||
| AI-assisted | 3,423 of 4,002 | 44.66 | C | Rated |
Integrity
- Snapshot
- 2026-11-05
- Raw hash
- efc9c7f6feafe0ede162735cab10675c33b7f159bd2b359e8524db16ffc61cc9
No suspicion flags on this repository.
The full record is in data/2026-11-05/repos/d2.json, under the key Panniantong/Agent-Reach.
How every number is measured: Porchlamp methodology.
Open an issue about this record and say what looks wrong.
Porchlamp (2026). Panniantong/Agent-Reach. Snapshot 2026-11-05. https://porchlamp.org/projects/panniantong/agent-reach/. CC BY 4.0.
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